{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# 图像评价指标测试"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "ccf55a70396719b5"
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "outputs": [],
   "source": [
    "import pyiqa\n",
    "import torch\n",
    "from PIL import Image\n",
    "from matplotlib import pyplot as plt\n",
    "from torchvision.transforms import ToTensor"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-01-18T14:21:17.847801600Z",
     "start_time": "2024-01-18T14:21:17.843766200Z"
    }
   },
   "id": "a71f64d9589dfe3"
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "outputs": [],
   "source": [
    "high_quality_image = ToTensor()(Image.open('../experiments/ridcp_nh-haze-train-pei/visualization/image_results/200/881.png').convert('RGB'))[None, ::]\n",
    "low_quality_image = ToTensor()(Image.open('../datasets/test/IN/1_36.jpg').convert('RGB'))[None, ::]\n",
    "random_data = torch.randn(1, 3, high_quality_image.shape[2], high_quality_image.shape[3])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-01-18T14:23:20.338292500Z",
     "start_time": "2024-01-18T14:23:20.315613900Z"
    }
   },
   "id": "9cbe25a4afe1f47b"
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 3 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "images = [\n",
    "    high_quality_image.squeeze().permute(1, 2, 0), \n",
    "    low_quality_image.squeeze().permute(1, 2, 0), \n",
    "    random_data.squeeze().permute(1, 2, 0)\n",
    "]\n",
    "fig, axs = plt.subplots(1, 3)\n",
    "for i, ax in enumerate(axs.flat):\n",
    "    ax.imshow(images[i])\n",
    "    ax.axis('off')\n",
    "    \n",
    "plt.subplots_adjust(wspace=0, hspace=0)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-01-18T14:23:21.514166Z",
     "start_time": "2024-01-18T14:23:21.435441600Z"
    }
   },
   "id": "859349b579ae369b"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## NIQE（Natural Image Quality Evaluator）\n",
    "> 得分越低，表示图像质量越好\n",
    "\n",
    "NIQE是一种无参考图像空间质量评估指标，用于评估图像的失真程度。\n",
    "该指标能够估计图像的自然感知质量，无需参考图像或主观评分。\n",
    "NIQE指标的计算基于图像的局部特征，通过分析图像的统计特征来估计图像的质量。\n"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "aaf2fcd2ece6f681"
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "outputs": [
    {
     "ename": "ZeroDivisionError",
     "evalue": "division by zero",
     "output_type": "error",
     "traceback": [
      "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m",
      "\u001B[1;31mZeroDivisionError\u001B[0m                         Traceback (most recent call last)",
      "Cell \u001B[1;32mIn[30], line 3\u001B[0m\n\u001B[0;32m      1\u001B[0m niqe \u001B[38;5;241m=\u001B[39m pyiqa\u001B[38;5;241m.\u001B[39mcreate_metric(\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mniqe\u001B[39m\u001B[38;5;124m\"\u001B[39m)\n\u001B[1;32m----> 3\u001B[0m niqe_hqi \u001B[38;5;241m=\u001B[39m \u001B[43mniqe\u001B[49m\u001B[43m(\u001B[49m\u001B[43mhigh_quality_image\u001B[49m\u001B[43m)\u001B[49m\u001B[38;5;241m.\u001B[39mitem()\n\u001B[0;32m      4\u001B[0m niqe_lqi \u001B[38;5;241m=\u001B[39m niqe(low_quality_image)\u001B[38;5;241m.\u001B[39mitem()\n\u001B[0;32m      5\u001B[0m niqe_rd \u001B[38;5;241m=\u001B[39m niqe(random_data)\u001B[38;5;241m.\u001B[39mitem()\n",
      "File \u001B[1;32m~\\Programs\\miniconda\\Lib\\site-packages\\torch\\nn\\modules\\module.py:1518\u001B[0m, in \u001B[0;36mModule._wrapped_call_impl\u001B[1;34m(self, *args, **kwargs)\u001B[0m\n\u001B[0;32m   1516\u001B[0m     \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39m_compiled_call_impl(\u001B[38;5;241m*\u001B[39margs, \u001B[38;5;241m*\u001B[39m\u001B[38;5;241m*\u001B[39mkwargs)  \u001B[38;5;66;03m# type: ignore[misc]\u001B[39;00m\n\u001B[0;32m   1517\u001B[0m \u001B[38;5;28;01melse\u001B[39;00m:\n\u001B[1;32m-> 1518\u001B[0m     \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43m_call_impl\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43margs\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43mkwargs\u001B[49m\u001B[43m)\u001B[49m\n",
      "File \u001B[1;32m~\\Programs\\miniconda\\Lib\\site-packages\\torch\\nn\\modules\\module.py:1527\u001B[0m, in \u001B[0;36mModule._call_impl\u001B[1;34m(self, *args, **kwargs)\u001B[0m\n\u001B[0;32m   1522\u001B[0m \u001B[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001B[39;00m\n\u001B[0;32m   1523\u001B[0m \u001B[38;5;66;03m# this function, and just call forward.\u001B[39;00m\n\u001B[0;32m   1524\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m (\u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39m_backward_hooks \u001B[38;5;129;01mor\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39m_backward_pre_hooks \u001B[38;5;129;01mor\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39m_forward_hooks \u001B[38;5;129;01mor\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39m_forward_pre_hooks\n\u001B[0;32m   1525\u001B[0m         \u001B[38;5;129;01mor\u001B[39;00m _global_backward_pre_hooks \u001B[38;5;129;01mor\u001B[39;00m _global_backward_hooks\n\u001B[0;32m   1526\u001B[0m         \u001B[38;5;129;01mor\u001B[39;00m _global_forward_hooks \u001B[38;5;129;01mor\u001B[39;00m _global_forward_pre_hooks):\n\u001B[1;32m-> 1527\u001B[0m     \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[43mforward_call\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43margs\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43mkwargs\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m   1529\u001B[0m \u001B[38;5;28;01mtry\u001B[39;00m:\n\u001B[0;32m   1530\u001B[0m     result \u001B[38;5;241m=\u001B[39m \u001B[38;5;28;01mNone\u001B[39;00m\n",
      "File \u001B[1;32m~\\Programs\\miniconda\\Lib\\site-packages\\pyiqa\\models\\inference_model.py:69\u001B[0m, in \u001B[0;36mInferenceModel.forward\u001B[1;34m(self, target, ref, **kwargs)\u001B[0m\n\u001B[0;32m     67\u001B[0m         output \u001B[38;5;241m=\u001B[39m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mnet(target\u001B[38;5;241m.\u001B[39mto(\u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mdevice), ref\u001B[38;5;241m.\u001B[39mto(\u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mdevice))\n\u001B[0;32m     68\u001B[0m     \u001B[38;5;28;01melif\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mmetric_mode \u001B[38;5;241m==\u001B[39m \u001B[38;5;124m'\u001B[39m\u001B[38;5;124mNR\u001B[39m\u001B[38;5;124m'\u001B[39m:\n\u001B[1;32m---> 69\u001B[0m         output \u001B[38;5;241m=\u001B[39m \u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mnet\u001B[49m\u001B[43m(\u001B[49m\u001B[43mtarget\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mto\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mdevice\u001B[49m\u001B[43m)\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m     71\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m output\n",
      "File \u001B[1;32m~\\Programs\\miniconda\\Lib\\site-packages\\torch\\nn\\modules\\module.py:1518\u001B[0m, in \u001B[0;36mModule._wrapped_call_impl\u001B[1;34m(self, *args, **kwargs)\u001B[0m\n\u001B[0;32m   1516\u001B[0m     \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39m_compiled_call_impl(\u001B[38;5;241m*\u001B[39margs, \u001B[38;5;241m*\u001B[39m\u001B[38;5;241m*\u001B[39mkwargs)  \u001B[38;5;66;03m# type: ignore[misc]\u001B[39;00m\n\u001B[0;32m   1517\u001B[0m \u001B[38;5;28;01melse\u001B[39;00m:\n\u001B[1;32m-> 1518\u001B[0m     \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43m_call_impl\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43margs\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43mkwargs\u001B[49m\u001B[43m)\u001B[49m\n",
      "File \u001B[1;32m~\\Programs\\miniconda\\Lib\\site-packages\\torch\\nn\\modules\\module.py:1527\u001B[0m, in \u001B[0;36mModule._call_impl\u001B[1;34m(self, *args, **kwargs)\u001B[0m\n\u001B[0;32m   1522\u001B[0m \u001B[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001B[39;00m\n\u001B[0;32m   1523\u001B[0m \u001B[38;5;66;03m# this function, and just call forward.\u001B[39;00m\n\u001B[0;32m   1524\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m (\u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39m_backward_hooks \u001B[38;5;129;01mor\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39m_backward_pre_hooks \u001B[38;5;129;01mor\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39m_forward_hooks \u001B[38;5;129;01mor\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39m_forward_pre_hooks\n\u001B[0;32m   1525\u001B[0m         \u001B[38;5;129;01mor\u001B[39;00m _global_backward_pre_hooks \u001B[38;5;129;01mor\u001B[39;00m _global_backward_hooks\n\u001B[0;32m   1526\u001B[0m         \u001B[38;5;129;01mor\u001B[39;00m _global_forward_hooks \u001B[38;5;129;01mor\u001B[39;00m _global_forward_pre_hooks):\n\u001B[1;32m-> 1527\u001B[0m     \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[43mforward_call\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43margs\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43mkwargs\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m   1529\u001B[0m \u001B[38;5;28;01mtry\u001B[39;00m:\n\u001B[0;32m   1530\u001B[0m     result \u001B[38;5;241m=\u001B[39m \u001B[38;5;28;01mNone\u001B[39;00m\n",
      "File \u001B[1;32m~\\Programs\\miniconda\\Lib\\site-packages\\pyiqa\\archs\\niqe_arch.py:446\u001B[0m, in \u001B[0;36mNIQE.forward\u001B[1;34m(self, X)\u001B[0m\n\u001B[0;32m    439\u001B[0m \u001B[38;5;28;01mdef\u001B[39;00m \u001B[38;5;21mforward\u001B[39m(\u001B[38;5;28mself\u001B[39m, X: torch\u001B[38;5;241m.\u001B[39mTensor) \u001B[38;5;241m-\u001B[39m\u001B[38;5;241m>\u001B[39m torch\u001B[38;5;241m.\u001B[39mTensor:\n\u001B[0;32m    440\u001B[0m \u001B[38;5;250m    \u001B[39m\u001B[38;5;124mr\u001B[39m\u001B[38;5;124;03m\"\"\"Computation of NIQE metric.\u001B[39;00m\n\u001B[0;32m    441\u001B[0m \u001B[38;5;124;03m    Args:\u001B[39;00m\n\u001B[0;32m    442\u001B[0m \u001B[38;5;124;03m        X: An input tensor. Shape :math:`(N, C, H, W)`.\u001B[39;00m\n\u001B[0;32m    443\u001B[0m \u001B[38;5;124;03m    Returns:\u001B[39;00m\n\u001B[0;32m    444\u001B[0m \u001B[38;5;124;03m        Value of niqe metric in [0, 1] range.\u001B[39;00m\n\u001B[0;32m    445\u001B[0m \u001B[38;5;124;03m    \"\"\"\u001B[39;00m\n\u001B[1;32m--> 446\u001B[0m     score \u001B[38;5;241m=\u001B[39m \u001B[43mcalculate_niqe\u001B[49m\u001B[43m(\u001B[49m\u001B[43mX\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mcrop_border\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mtest_y_channel\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mpretrained_model_path\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mcolor_space\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m    447\u001B[0m     \u001B[38;5;28;01mreturn\u001B[39;00m score\n",
      "File \u001B[1;32m~\\Programs\\miniconda\\Lib\\site-packages\\pyiqa\\archs\\niqe_arch.py:179\u001B[0m, in \u001B[0;36mcalculate_niqe\u001B[1;34m(img, crop_border, test_y_channel, pretrained_model_path, color_space, **kwargs)\u001B[0m\n\u001B[0;32m    176\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m crop_border \u001B[38;5;241m!=\u001B[39m \u001B[38;5;241m0\u001B[39m:\n\u001B[0;32m    177\u001B[0m     img \u001B[38;5;241m=\u001B[39m img[\u001B[38;5;241m.\u001B[39m\u001B[38;5;241m.\u001B[39m\u001B[38;5;241m.\u001B[39m, crop_border:\u001B[38;5;241m-\u001B[39mcrop_border, crop_border:\u001B[38;5;241m-\u001B[39mcrop_border]\n\u001B[1;32m--> 179\u001B[0m niqe_result \u001B[38;5;241m=\u001B[39m \u001B[43mniqe\u001B[49m\u001B[43m(\u001B[49m\u001B[43mimg\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mmu_pris_param\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mcov_pris_param\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m    181\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m niqe_result\n",
      "File \u001B[1;32m~\\Programs\\miniconda\\Lib\\site-packages\\pyiqa\\archs\\niqe_arch.py:133\u001B[0m, in \u001B[0;36mniqe\u001B[1;34m(img, mu_pris_param, cov_pris_param, block_size_h, block_size_w)\u001B[0m\n\u001B[0;32m    131\u001B[0m \u001B[38;5;66;03m# fit a MVG (multivariate Gaussian) model to distorted patch features\u001B[39;00m\n\u001B[0;32m    132\u001B[0m mu_distparam \u001B[38;5;241m=\u001B[39m nanmean(distparam, dim\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m1\u001B[39m)\n\u001B[1;32m--> 133\u001B[0m cov_distparam \u001B[38;5;241m=\u001B[39m \u001B[43mnancov\u001B[49m\u001B[43m(\u001B[49m\u001B[43mdistparam\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m    135\u001B[0m \u001B[38;5;66;03m# compute niqe quality, Eq. 10 in the paper\u001B[39;00m\n\u001B[0;32m    136\u001B[0m invcov_param \u001B[38;5;241m=\u001B[39m torch\u001B[38;5;241m.\u001B[39mlinalg\u001B[38;5;241m.\u001B[39mpinv((cov_pris_param \u001B[38;5;241m+\u001B[39m cov_distparam) \u001B[38;5;241m/\u001B[39m \u001B[38;5;241m2\u001B[39m)\n",
      "File \u001B[1;32m~\\Programs\\miniconda\\Lib\\site-packages\\pyiqa\\matlab_utils\\functions.py:185\u001B[0m, in \u001B[0;36mnancov\u001B[1;34m(x)\u001B[0m\n\u001B[0;32m    183\u001B[0m nan_mask \u001B[38;5;241m=\u001B[39m torch\u001B[38;5;241m.\u001B[39misnan(x)\u001B[38;5;241m.\u001B[39many(dim\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m2\u001B[39m, keepdim\u001B[38;5;241m=\u001B[39m\u001B[38;5;28;01mTrue\u001B[39;00m)\n\u001B[0;32m    184\u001B[0m x_no_nan \u001B[38;5;241m=\u001B[39m x\u001B[38;5;241m.\u001B[39mmasked_select(\u001B[38;5;241m~\u001B[39mnan_mask)\u001B[38;5;241m.\u001B[39mreshape(b, \u001B[38;5;241m-\u001B[39m\u001B[38;5;241m1\u001B[39m, feat_dim)\n\u001B[1;32m--> 185\u001B[0m cov_x \u001B[38;5;241m=\u001B[39m \u001B[43mcov\u001B[49m\u001B[43m(\u001B[49m\u001B[43mx_no_nan\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mrowvar\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;28;43;01mFalse\u001B[39;49;00m\u001B[43m)\u001B[49m\n\u001B[0;32m    186\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m cov_x\n",
      "File \u001B[1;32m~\\Programs\\miniconda\\Lib\\site-packages\\pyiqa\\matlab_utils\\functions.py:167\u001B[0m, in \u001B[0;36mcov\u001B[1;34m(tensor, rowvar, bias)\u001B[0m\n\u001B[0;32m    165\u001B[0m tensor \u001B[38;5;241m=\u001B[39m tensor \u001B[38;5;28;01mif\u001B[39;00m rowvar \u001B[38;5;28;01melse\u001B[39;00m tensor\u001B[38;5;241m.\u001B[39mtranspose(\u001B[38;5;241m-\u001B[39m\u001B[38;5;241m1\u001B[39m, \u001B[38;5;241m-\u001B[39m\u001B[38;5;241m2\u001B[39m)\n\u001B[0;32m    166\u001B[0m tensor \u001B[38;5;241m=\u001B[39m tensor \u001B[38;5;241m-\u001B[39m tensor\u001B[38;5;241m.\u001B[39mmean(dim\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m-\u001B[39m\u001B[38;5;241m1\u001B[39m, keepdim\u001B[38;5;241m=\u001B[39m\u001B[38;5;28;01mTrue\u001B[39;00m)\n\u001B[1;32m--> 167\u001B[0m factor \u001B[38;5;241m=\u001B[39m \u001B[38;5;241;43m1\u001B[39;49m\u001B[43m \u001B[49m\u001B[38;5;241;43m/\u001B[39;49m\u001B[43m \u001B[49m\u001B[43m(\u001B[49m\u001B[43mtensor\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mshape\u001B[49m\u001B[43m[\u001B[49m\u001B[38;5;241;43m-\u001B[39;49m\u001B[38;5;241;43m1\u001B[39;49m\u001B[43m]\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m-\u001B[39;49m\u001B[43m \u001B[49m\u001B[38;5;28;43mint\u001B[39;49m\u001B[43m(\u001B[49m\u001B[38;5;129;43;01mnot\u001B[39;49;00m\u001B[43m \u001B[49m\u001B[38;5;28;43mbool\u001B[39;49m\u001B[43m(\u001B[49m\u001B[43mbias\u001B[49m\u001B[43m)\u001B[49m\u001B[43m)\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m    168\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m factor \u001B[38;5;241m*\u001B[39m tensor \u001B[38;5;241m@\u001B[39m tensor\u001B[38;5;241m.\u001B[39mtranspose(\u001B[38;5;241m-\u001B[39m\u001B[38;5;241m1\u001B[39m, \u001B[38;5;241m-\u001B[39m\u001B[38;5;241m2\u001B[39m)\n",
      "\u001B[1;31mZeroDivisionError\u001B[0m: division by zero"
     ]
    }
   ],
   "source": [
    "niqe = pyiqa.create_metric(\"niqe\")\n",
    "\n",
    "niqe_hqi = niqe(high_quality_image).item()\n",
    "niqe_lqi = niqe(low_quality_image).item()\n",
    "niqe_rd = niqe(random_data).item()\n",
    "\n",
    "print(\"高质量图片NIQE值:{:.2f}\".format(niqe_hqi))\n",
    "print(\"低质量图片NIQE值:{:.2f}\".format(niqe_lqi))\n",
    "print(\"随机数据NIQE值:{:.2f}\".format(niqe_rd))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-01-18T14:23:25.504433200Z",
     "start_time": "2024-01-18T14:23:25.296748700Z"
    }
   },
   "id": "b74ac0b9b4b9b03"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## NIMA（Neural Image Assessment） \n",
    "> 得分越高，表示图像质量越好\n",
    "\n",
    "NIMA是一种无参考技术，它可以预测图像的质量，而不依赖于通常不可用的原始参考图像。\n",
    "NIMA使用CNN来预测每个图像的质量分数分布。在1到10的范围内，NIMA会将这张图的得分可能性分配给这10个分数。"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "88a6a7a56e519f93"
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading pretrained model NIMA from C:\\Users\\earthyzinc\\.cache\\torch\\hub\\checkpoints\\NIMA_VGG16_ava-dc4e8265.pth\n",
      "高质量图片NIMA值:3.11\n",
      "低质量图片NIMA值:5.60\n",
      "随机数据NIMA值:5.40\n"
     ]
    }
   ],
   "source": [
    "nima = pyiqa.create_metric(\"nima\")\n",
    "nima_hqi = nima(high_quality_image).item()\n",
    "nima_lqi = nima(low_quality_image).item()\n",
    "nima_rd = nima(random_data).item()\n",
    "\n",
    "print(\"高质量图片NIMA值:{:.2f}\".format(nima_hqi))\n",
    "print(\"低质量图片NIMA值:{:.2f}\".format(nima_lqi))\n",
    "print(\"随机数据NIMA值:{:.2f}\".format(nima_rd))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-01-18T14:25:03.937798300Z",
     "start_time": "2024-01-18T14:25:02.496183600Z"
    }
   },
   "id": "7b9dc63f23640bc"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## BRISQUE（Blind/Referenceless Image Spatial Quality Evaluator） \n",
    "> 得分越低，表示图像质量越好\n",
    "\n",
    "BRISQUE是一种无参考图像空间质量评估指标，用于评估图像的失真程度。\n",
    "BRISQUE指标的计算基于图像的局部特征，通过分析图像的统计特征来估计图像的质量。\n",
    "BRISQUE的评价依据是自然图像的亮度归一化后是趋向于高斯分布的，而失真会破坏这种分布，所以通过测量这种统计特征的改变可以达到衡量失真程度的目的。"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "a939f696e8862aef"
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "高质量图片BRISQUE值:109.73\n",
      "低质量图片BRISQUE值:20.62\n",
      "随机数据BRISQUE值:99.93\n"
     ]
    }
   ],
   "source": [
    "brisque = pyiqa.create_metric(\"brisque\")\n",
    "\n",
    "brisque_hqi = brisque(high_quality_image).item()\n",
    "brisque_lqi = brisque(low_quality_image).item()\n",
    "brisque_rd = brisque(random_data).item()\n",
    "\n",
    "print(\"高质量图片BRISQUE值:{:.2f}\".format(brisque_hqi))\n",
    "print(\"低质量图片BRISQUE值:{:.2f}\".format(brisque_lqi))\n",
    "print(\"随机数据BRISQUE值:{:.2f}\".format(brisque_rd))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-01-18T14:25:12.541282300Z",
     "start_time": "2024-01-18T14:25:12.450448100Z"
    }
   },
   "id": "c183e15cc6bb8ab8"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## PSNR\n",
    "> 得分越高，表示图像质量越好\n",
    "\n",
    "PSNR全称为“Peak Signal-to-Noise Ratio”，中文意思即为峰值信噪比，是衡量图像质量的指标之一。\n",
    "PSNR是基于MSE (均方误差)定义。"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "2503e20e2a047a31"
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "高质量图片与低质量图片相比PSNR值:14.72\n",
      "高质量图片与随机数据相比PSNR值:-0.52\n",
      "低质量图片与随机数据相比PSNR值:-0.88\n"
     ]
    }
   ],
   "source": [
    "psnr = pyiqa.create_metric(\"psnr\")\n",
    "psnr_hl = psnr(high_quality_image, low_quality_image).item()\n",
    "psnr_hr = psnr(high_quality_image, random_data).item()\n",
    "psnr_lr = psnr(low_quality_image, random_data).item()\n",
    "\n",
    "print(\"高质量图片与低质量图片相比PSNR值:{:.2f}\".format(psnr_hl))\n",
    "print(\"高质量图片与随机数据相比PSNR值:{:.2f}\".format(psnr_hr))\n",
    "print(\"低质量图片与随机数据相比PSNR值:{:.2f}\".format(psnr_lr))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-01-18T07:19:45.753412900Z",
     "start_time": "2024-01-18T07:19:45.728634300Z"
    }
   },
   "id": "99bee17c469e2071"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## SSIM (结构相似性指数)\n",
    "> 得分越高，表示图像质量越好\n",
    "\n",
    "SSIM是一种用于量化两幅图像间的结构相似性的指标。与L2损失函数不同，SSIM仿照人类的视觉系统（Human Visual System,HVS）实现了结构相似性的有关理论，对图像的局部结构变化的感知敏感。\n",
    "SSIM从亮度、对比度以及结构量化图像的属性，用均值估计亮度，方差估计对比度，协方差估计结构相似程度。SSIM值的范围为0至1，越大代表图像越相似。如果两张图片完全一样时，SSIM值为1。"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "8091c06b900702e4"
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "高质量图片与低质量图片相比SSIM值:0.64\n",
      "高质量图片与随机数据相比SSIM值:0.00\n",
      "低质量图片与随机数据相比SSIM值:-0.00\n"
     ]
    }
   ],
   "source": [
    "ssim = pyiqa.create_metric(\"ssim\")\n",
    "ssim_hl = ssim(high_quality_image, low_quality_image).item()\n",
    "ssim_hr = ssim(high_quality_image, random_data).item()\n",
    "ssim_lr = ssim(low_quality_image, random_data).item()\n",
    "\n",
    "print(\"高质量图片与低质量图片相比SSIM值:{:.2f}\".format(ssim_hl))\n",
    "print(\"高质量图片与随机数据相比SSIM值:{:.2f}\".format(ssim_hr))\n",
    "print(\"低质量图片与随机数据相比SSIM值:{:.2f}\".format(ssim_lr))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-01-18T07:24:00.438212800Z",
     "start_time": "2024-01-18T07:24:00.320974600Z"
    }
   },
   "id": "b62f893134560cc1"
  },
  {
   "cell_type": "markdown",
   "source": [
    "# LPIPS (Learned Perceptual Image Patch Similarity)\n",
    "> 得分越低，表示图像质量越好\n",
    "\n",
    "LPIPS是一种评估图像质量的指标，它是基于人类感知的视觉系统而设计的。\n",
    "LPIPS使用了深度学习技术为每个图像提取特征，并基于这些特征计算它们之间的相似度。\n",
    "LPIPS的值越低表示两张图像越相似，反之，则差异越大。"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "eaee38dd52f60d9c"
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\earthyzinc\\Programs\\miniconda\\Lib\\site-packages\\torchvision\\models\\_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n",
      "  warnings.warn(\n",
      "C:\\Users\\earthyzinc\\Programs\\miniconda\\Lib\\site-packages\\torchvision\\models\\_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=AlexNet_Weights.IMAGENET1K_V1`. You can also use `weights=AlexNet_Weights.DEFAULT` to get the most up-to-date weights.\n",
      "  warnings.warn(msg)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading pretrained model LPIPS from C:\\Users\\earthyzinc\\.cache\\torch\\hub\\checkpoints\\LPIPS_v0.1_alex-df73285e.pth\n",
      "高质量图片与低质量图片相比LPIPS 值:0.34\n",
      "高质量图片与随机数据相比LPIPS 值:1.33\n",
      "低质量图片与随机数据相比LPIPS 值:1.43\n"
     ]
    }
   ],
   "source": [
    "lpips = pyiqa.create_metric(\"lpips\")\n",
    "lpips_hl = lpips(high_quality_image, low_quality_image).item()\n",
    "lpips_hr = lpips(high_quality_image, random_data).item()\n",
    "lpips_lr = lpips(low_quality_image, random_data).item()\n",
    "\n",
    "print(\"高质量图片与低质量图片相比LPIPS 值:{:.2f}\".format(lpips_hl))\n",
    "print(\"高质量图片与随机数据相比LPIPS 值:{:.2f}\".format(lpips_hr))\n",
    "print(\"低质量图片与随机数据相比LPIPS 值:{:.2f}\".format(lpips_lr))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-01-18T07:25:42.149315400Z",
     "start_time": "2024-01-18T07:25:41.441251300Z"
    }
   },
   "id": "2dfda657ebc66c84"
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   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
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